Did you mean: SIGNAL PROCESSING-TOPICS.MATHEMATICS AND IT-TOPICS.COMPOSITE STRUCTURES-TOPICS.AERODYNAMICS-TOPICS.AVIATION GENERAL-TOPICS.AVIATION MANAGEMENT-TOPICS.AEROSPACE MANAUFACTURING TECHNIQUES-TOPICS.EMERGING TECHNOLOGIES-TOPICS.PROPULSION AND AERODYNAMICS-TOPICS.MATERIAL SCIENCE-TOPICS.AVIONICS EQUIPMENT MANUFACTURING-TOPICS.QUALITY CONTROL AND ASSURRANCE-TOPICS.AEROSPACE WEAPONS-TOPICS.ELECTROMAGNETICS-TOPICS.AIR OPERATIONS-TOPICS MS-MECH-84 MSTHESIS ABSTRACT. Reconfigurable Manufacturing Systems (RMS) effectively respond to fluctuating market needs and customer demands for finished product. Diagnosability is a supporting characteristic of RMS that has a say in the quality of finished product. Cost and time taken for manufacturing are also considerably affected if proper diagnosability measures are not taken. Previous studies on Diagnosability of RMS have been studied from Axiomatic System Theory as such Design For Diagnosability (DFD). Nevertheless Diagnosability remains to be the least studied characteristic of RMS. With the availability of digitized data, Machine Learning approaches to advance manufacturing have proven to be considerably effective. A research gap existed for the application of Machine Learning techniques in improving the Diagnosability of RMS. A framework of Machine Learning has been proposed to address this gap. The working of the framework has been illustrated by two demonstrations from the available datasets, one in identifying proper signals in semi-conductor manufacturing to predict excursions, and the second in predicting machine failures due to a variety of factors. The framework is rendered in a concurrent-engineering fashion. The framework is tested against two available manufacturing datasets. Increase in Diagnosability will decrease the cost and time taken to production. Key Words: Reconfigurable Manufacturing Systems, Machine Learning, Artificial Intelligence, Preventive Maintenance, Intelligent Manufacturing AIR DEFENCE LAND-BASED AIR DEFENCE.MAN PORTABLE SURFACE TO AIR MISSILE SYSTEMS.SELF PROPELLED ANTI AIRCRAFT GUN.UNIVERSAL MISSILES.MULTIPURPOSE MISSILES.LAND MISSILES.AIR MISSILES.SEA MISSILES.CONTROL SYSTEMS OF ANTI AIRCRAFT.TOWED ANTI AIR CRAFT GUN.STATIC AND TOWED SURFACE TO AIR MISSILE SYSTEMS MECHANICAL ENGINEERING-HANDBOOK,MANUALS MATHEMATICS MECHANICS STRENGTH OF MATERIALS MATERIALS-PROPERTIES,TREATMENT AND TESTING PLASTICS GAGING AND MEASURING TOOLING AND TOOLMAKING MACHINE ELEMENTS GEARS SPLINES CAMS MEASURING UNITS FASTENERS Minhas,Afifa, Mujtaba,Ahmed, Malik,Muhammad Talha, Tariq,Nauman, Bilal,Muhammad, & H,Shahmeer ul Khan,Fatima Khalid, Malik,Tania, Tahir,Sara, Shaukat,Maria, Malik,Iqra Imtiaz, Imran,Zoha Minal Aneeq Ahmed Tariq, Khawaja ; Maha Taqi ; Muhammd Hamza Mughal ; Muhammad Talah Ali Bhatty Tayyab, Syed Muhammad ; Sajjad, Muhammad Shehroz ; Mughal, Muhammad Talha MICROMECHANICAL THEORIES MICROMECHANICAL ANALYSIS AND MODELING FIBER MATRIX INTERFACE FATIGUE FAILURE MECHANISM FATIGUE AND THERMOMECHANICAL FATIGUE LIFE PREDICTION FATIGUE CRACK GROWTH NOTCH STRENGTH TARGET ACQUISITION-MATHEMATICAL MODELS, ELECTRONIC IN MILITARY ENGINEERING, ALGORITHMS.ELECTRONIC WARFARE TARGET LOCATION METHODS GLOBAL SYSTEM FOR MOBILE COMMUNICATIONS, TEXT MESSAGES (TELEPHONE SYSTEMS) MULTIMEDIA SYSTEMS.SMS AND MMS INTERWORKING IN MOBILE NETWORKS MOS TRANSISTOR; METAL OXIDE SEMICONDUCTOR FIELD EFFECT TRANSISTORS-MATHEMATICAL MODELS; METAL OXIDE SEMICONDUCTORS-MATHEMATICAL MODELS TIME MANAGEMENT, PRODUCTION MANAGEMENT, JUST IN TIME SYSTEMS, BENCHMARKING (MANAGEMENT), MATERIALS MANAGEMENT, COMPETITION INTERNATIONAL BIPOLAR TRANSISTORS.FIELD EFFECT TRANSISTORS.METAL SEMICONDUCTOR FIELD EFFECT TRANSISTORS. MODULATION-DOPED FIELD EFFECT TRANSISTORS INFORMATION TECHNOLOGY- MANAGEMENT, MANAGEMENT INFORMATION SYSTEMS, INFORMATION RESOURCES MANAGEMENT, INDUSTRIAL MANAGEMENT- TECHNOLOGICAL INNOVATIONS THERMODYNAMICS-MATHEMATICAL MODELS.HEAT-TRANSMISSION-MATHEMATICAL MODELS.ENTROPY MICROSOFT EXCEL TIPS AND TRICKS.MICROSOFT WORD TIPS AND TRICKS MS-MECH-MIT.MODELING THE PERFORMANCE OF THE PISTON RING PACK IN INTERNAL COMBUSTION ENGINES MICROWAVE DEVICES-TESTING.MICROWAVE COMPONENT MEASUREMENTS.VNA MEASUREMENT SYSTEMS.ADVANCED MEASUREMENT TECHNIQUES PROTEIN SHAKES FOR THE BRAIN.90 GAMES AND EXERCISES TO WORK YOUR MIND'S MUSCLE TO THE MAX